Generalization Bound for Estimating Causal Effects from Observational Network Data.
Ruichu CaiZeqin YangWeilin ChenYuguang YanZhifeng HaoPublished in: CIKM (2023)
Keyphrases
- causal effects
- observational data
- structural equation models
- experimental data
- causal relations
- upper bound
- lower bound
- directed acyclic graph
- causal discovery
- linear models
- causal relationships
- causal models
- bayesian networks
- causal bayesian networks
- latent variables
- sample size
- generative model
- dimensionality reduction
- worst case
- probability distribution
- data mining